Many thanks for your answer,
@Hydriz Sholz:
Since media aren't dump i think I can't consider a mediawiki install however, mysql error does not occured because of an utf-8 encoding, the database is utf-8 by default. the error append from importing the FR dump via MWDumper in a text field containing a "\n" in the text field.

@ Federico Leva
Our company is creating a partnerchip with the wikipedia fondation and we can not use kiwix which is not comming from this fondation.

I will reconsider my project using the static dumps

2015-09-07 13:12 GMT+02:00 Federico Leva (Nemo) <nemowiki@gmail.com>:
Yoni Lamri, 07/09/2015 12:01:
My simple question, how to correctly install a wikipedia mirror from
dumps in mediawiki ?

Did you follow https://meta.wikimedia.org/wiki/Data_dumps/Tools_for_importing ?

My goal:
Create an offline wikimedia server, from FR, EN or PT dumps, (1 language
only). [...]

The method you chose is unlikely to be the best one for your goal. Use static HTML+images dumps instead and serve pages from there, that's what Kiwix (kiwix-serve) is for.
http://www.kiwix.org/wiki/Kiwix-serve

Nemo